Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 21613 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.5 MiB |
| Average record size in memory | 168.0 B |
Variable types
| Numeric | 17 |
|---|---|
| Categorical | 4 |
date has a high cardinality: 372 distinct values | High cardinality |
price is highly overall correlated with sqft_living and 3 other fields | High correlation |
bedrooms is highly overall correlated with bathrooms and 2 other fields | High correlation |
bathrooms is highly overall correlated with bedrooms and 6 other fields | High correlation |
sqft_living is highly overall correlated with price and 5 other fields | High correlation |
sqft_lot is highly overall correlated with sqft_lot15 | High correlation |
floors is highly overall correlated with bathrooms and 3 other fields | High correlation |
grade is highly overall correlated with price and 6 other fields | High correlation |
sqft_above is highly overall correlated with price and 6 other fields | High correlation |
yr_built is highly overall correlated with bathrooms and 2 other fields | High correlation |
zipcode is highly overall correlated with long | High correlation |
long is highly overall correlated with zipcode | High correlation |
sqft_living15 is highly overall correlated with price and 4 other fields | High correlation |
sqft_lot15 is highly overall correlated with sqft_lot | High correlation |
waterfront is highly overall correlated with view | High correlation |
view is highly overall correlated with waterfront | High correlation |
waterfront is highly imbalanced (93.6%) | Imbalance |
view is highly imbalanced (72.2%) | Imbalance |
sqft_basement has 13126 (60.7%) zeros | Zeros |
yr_renovated has 20699 (95.8%) zeros | Zeros |
Reproduction
| Analysis started | 2023-05-28 11:24:22.836548 |
|---|---|
| Analysis finished | 2023-05-28 11:25:45.091831 |
| Duration | 1 minute and 22.26 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
id
Real number (ℝ)
| Distinct | 21436 |
|---|---|
| Distinct (%) | 99.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.5803015 × 109 |
| Minimum | 1000102 |
|---|---|
| Maximum | 9.9000002 × 109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 1000102 |
|---|---|
| 5-th percentile | 5.1248034 × 108 |
| Q1 | 2.1230492 × 109 |
| median | 3.9049304 × 109 |
| Q3 | 7.3089004 × 109 |
| 95-th percentile | 9.2973004 × 109 |
| Maximum | 9.9000002 × 109 |
| Range | 9.8990001 × 109 |
| Interquartile range (IQR) | 5.1858513 × 109 |
Descriptive statistics
| Standard deviation | 2.8765656 × 109 |
|---|---|
| Coefficient of variation (CV) | 0.62802974 |
| Kurtosis | -1.2605419 |
| Mean | 4.5803015 × 109 |
| Median Absolute Deviation (MAD) | 2.4025301 × 109 |
| Skewness | 0.24332855 |
| Sum | 9.8994057 × 1013 |
| Variance | 8.2746295 × 1018 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 795000620 | 3 | < 0.1% |
| 8651510380 | 2 | < 0.1% |
| 2568300045 | 2 | < 0.1% |
| 9353300600 | 2 | < 0.1% |
| 4139480200 | 2 | < 0.1% |
| 1954420170 | 2 | < 0.1% |
| 6381500170 | 2 | < 0.1% |
| 7167000040 | 2 | < 0.1% |
| 9407110710 | 2 | < 0.1% |
| 1000102 | 2 | < 0.1% |
| Other values (21426) | 21592 |
| Value | Count | Frequency (%) |
| 1000102 | 2 | |
| 1200019 | 1 | |
| 1200021 | 1 | |
| 2800031 | 1 | |
| 3600057 | 1 | |
| 3600072 | 1 | |
| 3800008 | 1 | |
| 5200087 | 1 | |
| 6200017 | 1 | |
| 7200080 | 1 |
| Value | Count | Frequency (%) |
| 9900000190 | 1 | |
| 9895000040 | 1 | |
| 9842300540 | 1 | |
| 9842300485 | 1 | |
| 9842300095 | 1 | |
| 9842300036 | 1 | |
| 9839301165 | 1 | |
| 9839301060 | 1 | |
| 9839301055 | 1 | |
| 9839300875 | 1 |
date
Categorical
| Distinct | 372 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 169.0 KiB |
| 20140623T000000 | 142 |
|---|---|
| 20140626T000000 | 131 |
| 20140625T000000 | 131 |
| 20140708T000000 | 127 |
| 20150427T000000 | 126 |
| Other values (367) |
Length
| Max length | 15 |
|---|---|
| Median length | 15 |
| Mean length | 15 |
| Min length | 15 |
Characters and Unicode
| Total characters | 324195 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 14 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 20141013T000000 |
|---|---|
| 2nd row | 20141209T000000 |
| 3rd row | 20150225T000000 |
| 4th row | 20141209T000000 |
| 5th row | 20150218T000000 |
Common Values
| Value | Count | Frequency (%) |
| 20140623T000000 | 142 | 0.7% |
| 20140626T000000 | 131 | 0.6% |
| 20140625T000000 | 131 | 0.6% |
| 20140708T000000 | 127 | 0.6% |
| 20150427T000000 | 126 | 0.6% |
| 20150325T000000 | 123 | 0.6% |
| 20150422T000000 | 121 | 0.6% |
| 20140709T000000 | 121 | 0.6% |
| 20150428T000000 | 121 | 0.6% |
| 20150414T000000 | 121 | 0.6% |
| Other values (362) | 20349 |
Length
| Value | Count | Frequency (%) |
| 20140623t000000 | 142 | 0.7% |
| 20140625t000000 | 131 | 0.6% |
| 20140626t000000 | 131 | 0.6% |
| 20140708t000000 | 127 | 0.6% |
| 20150427t000000 | 126 | 0.6% |
| 20150325t000000 | 123 | 0.6% |
| 20150422t000000 | 121 | 0.6% |
| 20140709t000000 | 121 | 0.6% |
| 20150428t000000 | 121 | 0.6% |
| 20150414t000000 | 121 | 0.6% |
| Other values (362) | 20349 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 178543 | |
| 1 | 37980 | 11.7% |
| 2 | 33852 | 10.4% |
| T | 21613 | 6.7% |
| 4 | 18999 | 5.9% |
| 5 | 11564 | 3.6% |
| 3 | 5066 | 1.6% |
| 7 | 4354 | 1.3% |
| 6 | 4328 | 1.3% |
| 8 | 4009 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 302582 | |
| Uppercase Letter | 21613 | 6.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 178543 | |
| 1 | 37980 | 12.6% |
| 2 | 33852 | 11.2% |
| 4 | 18999 | 6.3% |
| 5 | 11564 | 3.8% |
| 3 | 5066 | 1.7% |
| 7 | 4354 | 1.4% |
| 6 | 4328 | 1.4% |
| 8 | 4009 | 1.3% |
| 9 | 3887 | 1.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 21613 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 302582 | |
| Latin | 21613 | 6.7% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 178543 | |
| 1 | 37980 | 12.6% |
| 2 | 33852 | 11.2% |
| 4 | 18999 | 6.3% |
| 5 | 11564 | 3.8% |
| 3 | 5066 | 1.7% |
| 7 | 4354 | 1.4% |
| 6 | 4328 | 1.4% |
| 8 | 4009 | 1.3% |
| 9 | 3887 | 1.3% |
Latin
| Value | Count | Frequency (%) |
| T | 21613 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 324195 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 178543 | |
| 1 | 37980 | 11.7% |
| 2 | 33852 | 10.4% |
| T | 21613 | 6.7% |
| 4 | 18999 | 5.9% |
| 5 | 11564 | 3.6% |
| 3 | 5066 | 1.6% |
| 7 | 4354 | 1.3% |
| 6 | 4328 | 1.3% |
| 8 | 4009 | 1.2% |
price
Real number (ℝ)
| Distinct | 4028 |
|---|---|
| Distinct (%) | 18.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 540088.14 |
| Minimum | 75000 |
|---|---|
| Maximum | 7700000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 75000 |
|---|---|
| 5-th percentile | 210000 |
| Q1 | 321950 |
| median | 450000 |
| Q3 | 645000 |
| 95-th percentile | 1156480 |
| Maximum | 7700000 |
| Range | 7625000 |
| Interquartile range (IQR) | 323050 |
Descriptive statistics
| Standard deviation | 367127.2 |
|---|---|
| Coefficient of variation (CV) | 0.67975423 |
| Kurtosis | 34.58554 |
| Mean | 540088.14 |
| Median Absolute Deviation (MAD) | 150000 |
| Skewness | 4.0240691 |
| Sum | 1.1672925 × 1010 |
| Variance | 1.3478238 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 350000 | 172 | 0.8% |
| 450000 | 172 | 0.8% |
| 550000 | 159 | 0.7% |
| 500000 | 152 | 0.7% |
| 425000 | 150 | 0.7% |
| 325000 | 148 | 0.7% |
| 400000 | 145 | 0.7% |
| 375000 | 138 | 0.6% |
| 300000 | 133 | 0.6% |
| 525000 | 131 | 0.6% |
| Other values (4018) | 20113 |
| Value | Count | Frequency (%) |
| 75000 | 1 | |
| 78000 | 1 | |
| 80000 | 1 | |
| 81000 | 1 | |
| 82000 | 1 | |
| 82500 | 1 | |
| 83000 | 1 | |
| 84000 | 1 | |
| 85000 | 2 | |
| 86500 | 1 |
| Value | Count | Frequency (%) |
| 7700000 | 1 | |
| 7062500 | 1 | |
| 6885000 | 1 | |
| 5570000 | 1 | |
| 5350000 | 1 | |
| 5300000 | 1 | |
| 5110800 | 1 | |
| 4668000 | 1 | |
| 4500000 | 1 | |
| 4489000 | 1 |
bedrooms
Real number (ℝ)
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3708416 |
| Minimum | 0 |
|---|---|
| Maximum | 33 |
| Zeros | 13 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 33 |
| Range | 33 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.93006183 |
|---|---|
| Coefficient of variation (CV) | 0.27591383 |
| Kurtosis | 49.063653 |
| Mean | 3.3708416 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.9742995 |
| Sum | 72854 |
| Variance | 0.86501501 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 9824 | |
| 4 | 6882 | |
| 2 | 2760 | 12.8% |
| 5 | 1601 | 7.4% |
| 6 | 272 | 1.3% |
| 1 | 199 | 0.9% |
| 7 | 38 | 0.2% |
| 0 | 13 | 0.1% |
| 8 | 13 | 0.1% |
| 9 | 6 | < 0.1% |
| Other values (3) | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 13 | 0.1% |
| 1 | 199 | 0.9% |
| 2 | 2760 | 12.8% |
| 3 | 9824 | |
| 4 | 6882 | |
| 5 | 1601 | 7.4% |
| 6 | 272 | 1.3% |
| 7 | 38 | 0.2% |
| 8 | 13 | 0.1% |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 33 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 10 | 3 | < 0.1% |
| 9 | 6 | < 0.1% |
| 8 | 13 | 0.1% |
| 7 | 38 | 0.2% |
| 6 | 272 | 1.3% |
| 5 | 1601 | 7.4% |
| 4 | 6882 | |
| 3 | 9824 |
bathrooms
Real number (ℝ)
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1147573 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 10 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1.75 |
| median | 2.25 |
| Q3 | 2.5 |
| 95-th percentile | 3.5 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 0.75 |
Descriptive statistics
| Standard deviation | 0.77016316 |
|---|---|
| Coefficient of variation (CV) | 0.36418512 |
| Kurtosis | 1.2799024 |
| Mean | 2.1147573 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 0.51110757 |
| Sum | 45706.25 |
| Variance | 0.59315129 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.5 | 5380 | |
| 1 | 3852 | |
| 1.75 | 3048 | |
| 2.25 | 2047 | 9.5% |
| 2 | 1930 | 8.9% |
| 1.5 | 1446 | 6.7% |
| 2.75 | 1185 | 5.5% |
| 3 | 753 | 3.5% |
| 3.5 | 731 | 3.4% |
| 3.25 | 589 | 2.7% |
| Other values (20) | 652 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 10 | < 0.1% |
| 0.5 | 4 | < 0.1% |
| 0.75 | 72 | 0.3% |
| 1 | 3852 | |
| 1.25 | 9 | < 0.1% |
| 1.5 | 1446 | 6.7% |
| 1.75 | 3048 | |
| 2 | 1930 | 8.9% |
| 2.25 | 2047 | 9.5% |
| 2.5 | 5380 |
| Value | Count | Frequency (%) |
| 8 | 2 | < 0.1% |
| 7.75 | 1 | < 0.1% |
| 7.5 | 1 | < 0.1% |
| 6.75 | 2 | < 0.1% |
| 6.5 | 2 | < 0.1% |
| 6.25 | 2 | < 0.1% |
| 6 | 6 | |
| 5.75 | 4 | < 0.1% |
| 5.5 | 10 | |
| 5.25 | 13 |
sqft_living
Real number (ℝ)
| Distinct | 1038 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2079.8997 |
| Minimum | 290 |
|---|---|
| Maximum | 13540 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 290 |
|---|---|
| 5-th percentile | 940 |
| Q1 | 1427 |
| median | 1910 |
| Q3 | 2550 |
| 95-th percentile | 3760 |
| Maximum | 13540 |
| Range | 13250 |
| Interquartile range (IQR) | 1123 |
Descriptive statistics
| Standard deviation | 918.4409 |
|---|---|
| Coefficient of variation (CV) | 0.44157941 |
| Kurtosis | 5.243093 |
| Mean | 2079.8997 |
| Median Absolute Deviation (MAD) | 540 |
| Skewness | 1.4715554 |
| Sum | 44952873 |
| Variance | 843533.68 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1300 | 138 | 0.6% |
| 1400 | 135 | 0.6% |
| 1440 | 133 | 0.6% |
| 1800 | 129 | 0.6% |
| 1660 | 129 | 0.6% |
| 1010 | 129 | 0.6% |
| 1820 | 128 | 0.6% |
| 1480 | 125 | 0.6% |
| 1720 | 125 | 0.6% |
| 1540 | 124 | 0.6% |
| Other values (1028) | 20318 |
| Value | Count | Frequency (%) |
| 290 | 1 | |
| 370 | 1 | |
| 380 | 1 | |
| 384 | 1 | |
| 390 | 2 | |
| 410 | 1 | |
| 420 | 2 | |
| 430 | 1 | |
| 440 | 1 | |
| 460 | 1 |
| Value | Count | Frequency (%) |
| 13540 | 1 | |
| 12050 | 1 | |
| 10040 | 1 | |
| 9890 | 1 | |
| 9640 | 1 | |
| 9200 | 1 | |
| 8670 | 1 | |
| 8020 | 1 | |
| 8010 | 1 | |
| 8000 | 1 |
sqft_lot
Real number (ℝ)
| Distinct | 9782 |
|---|---|
| Distinct (%) | 45.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15106.968 |
| Minimum | 520 |
|---|---|
| Maximum | 1651359 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 520 |
|---|---|
| 5-th percentile | 1800 |
| Q1 | 5040 |
| median | 7618 |
| Q3 | 10688 |
| 95-th percentile | 43339.2 |
| Maximum | 1651359 |
| Range | 1650839 |
| Interquartile range (IQR) | 5648 |
Descriptive statistics
| Standard deviation | 41420.512 |
|---|---|
| Coefficient of variation (CV) | 2.7418151 |
| Kurtosis | 285.07782 |
| Mean | 15106.968 |
| Median Absolute Deviation (MAD) | 2618 |
| Skewness | 13.060019 |
| Sum | 3.2650689 × 108 |
| Variance | 1.7156588 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5000 | 358 | 1.7% |
| 6000 | 290 | 1.3% |
| 4000 | 251 | 1.2% |
| 7200 | 220 | 1.0% |
| 4800 | 120 | 0.6% |
| 7500 | 119 | 0.6% |
| 4500 | 114 | 0.5% |
| 8400 | 111 | 0.5% |
| 9600 | 109 | 0.5% |
| 3600 | 103 | 0.5% |
| Other values (9772) | 19818 |
| Value | Count | Frequency (%) |
| 520 | 1 | |
| 572 | 1 | |
| 600 | 1 | |
| 609 | 1 | |
| 635 | 1 | |
| 638 | 1 | |
| 649 | 2 | |
| 651 | 1 | |
| 675 | 1 | |
| 676 | 1 |
| Value | Count | Frequency (%) |
| 1651359 | 1 | |
| 1164794 | 1 | |
| 1074218 | 1 | |
| 1024068 | 1 | |
| 982998 | 1 | |
| 982278 | 1 | |
| 920423 | 1 | |
| 881654 | 1 | |
| 871200 | 2 | |
| 843309 | 1 |
floors
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.494309 |
| Minimum | 1 |
|---|---|
| Maximum | 3.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1.5 |
| Q3 | 2 |
| 95-th percentile | 2 |
| Maximum | 3.5 |
| Range | 2.5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.5399889 |
|---|---|
| Coefficient of variation (CV) | 0.36136361 |
| Kurtosis | -0.48472294 |
| Mean | 1.494309 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 0.61617672 |
| Sum | 32296.5 |
| Variance | 0.29158801 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 10680 | |
| 2 | 8241 | |
| 1.5 | 1910 | 8.8% |
| 3 | 613 | 2.8% |
| 2.5 | 161 | 0.7% |
| 3.5 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 10680 | |
| 1.5 | 1910 | 8.8% |
| 2 | 8241 | |
| 2.5 | 161 | 0.7% |
| 3 | 613 | 2.8% |
| 3.5 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 3.5 | 8 | < 0.1% |
| 3 | 613 | 2.8% |
| 2.5 | 161 | 0.7% |
| 2 | 8241 | |
| 1.5 | 1910 | 8.8% |
| 1 | 10680 |
waterfront
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 169.0 KiB |
| 0 | |
|---|---|
| 1 | 163 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21613 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 21450 | |
| 1 | 163 | 0.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 21450 | |
| 1 | 163 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 21450 | |
| 1 | 163 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 21613 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 21450 | |
| 1 | 163 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 21613 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 21450 | |
| 1 | 163 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21613 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 21450 | |
| 1 | 163 | 0.8% |
view
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 169.0 KiB |
| 0 | |
|---|---|
| 2 | 963 |
| 3 | 510 |
| 1 | 332 |
| 4 | 319 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21613 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 19489 | |
| 2 | 963 | 4.5% |
| 3 | 510 | 2.4% |
| 1 | 332 | 1.5% |
| 4 | 319 | 1.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 19489 | |
| 2 | 963 | 4.5% |
| 3 | 510 | 2.4% |
| 1 | 332 | 1.5% |
| 4 | 319 | 1.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 19489 | |
| 2 | 963 | 4.5% |
| 3 | 510 | 2.4% |
| 1 | 332 | 1.5% |
| 4 | 319 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 21613 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 19489 | |
| 2 | 963 | 4.5% |
| 3 | 510 | 2.4% |
| 1 | 332 | 1.5% |
| 4 | 319 | 1.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 21613 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 19489 | |
| 2 | 963 | 4.5% |
| 3 | 510 | 2.4% |
| 1 | 332 | 1.5% |
| 4 | 319 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21613 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 19489 | |
| 2 | 963 | 4.5% |
| 3 | 510 | 2.4% |
| 1 | 332 | 1.5% |
| 4 | 319 | 1.5% |
condition
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 169.0 KiB |
| 3 | |
|---|---|
| 4 | |
| 5 | |
| 2 | 172 |
| 1 | 30 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21613 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 5 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 14031 | |
| 4 | 5679 | |
| 5 | 1701 | 7.9% |
| 2 | 172 | 0.8% |
| 1 | 30 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 14031 | |
| 4 | 5679 | |
| 5 | 1701 | 7.9% |
| 2 | 172 | 0.8% |
| 1 | 30 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 14031 | |
| 4 | 5679 | |
| 5 | 1701 | 7.9% |
| 2 | 172 | 0.8% |
| 1 | 30 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 21613 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 14031 | |
| 4 | 5679 | |
| 5 | 1701 | 7.9% |
| 2 | 172 | 0.8% |
| 1 | 30 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 21613 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 14031 | |
| 4 | 5679 | |
| 5 | 1701 | 7.9% |
| 2 | 172 | 0.8% |
| 1 | 30 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21613 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 14031 | |
| 4 | 5679 | |
| 5 | 1701 | 7.9% |
| 2 | 172 | 0.8% |
| 1 | 30 | 0.1% |
grade
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.6568732 |
| Minimum | 1 |
|---|---|
| Maximum | 13 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 7 |
| median | 7 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 13 |
| Range | 12 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1754588 |
|---|---|
| Coefficient of variation (CV) | 0.15351681 |
| Kurtosis | 1.1909321 |
| Mean | 7.6568732 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.7711032 |
| Sum | 165488 |
| Variance | 1.3817033 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 8981 | |
| 8 | 6068 | |
| 9 | 2615 | 12.1% |
| 6 | 2038 | 9.4% |
| 10 | 1134 | 5.2% |
| 11 | 399 | 1.8% |
| 5 | 242 | 1.1% |
| 12 | 90 | 0.4% |
| 4 | 29 | 0.1% |
| 13 | 13 | 0.1% |
| Other values (2) | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 3 | 3 | < 0.1% |
| 4 | 29 | 0.1% |
| 5 | 242 | 1.1% |
| 6 | 2038 | 9.4% |
| 7 | 8981 | |
| 8 | 6068 | |
| 9 | 2615 | 12.1% |
| 10 | 1134 | 5.2% |
| 11 | 399 | 1.8% |
| Value | Count | Frequency (%) |
| 13 | 13 | 0.1% |
| 12 | 90 | 0.4% |
| 11 | 399 | 1.8% |
| 10 | 1134 | 5.2% |
| 9 | 2615 | 12.1% |
| 8 | 6068 | |
| 7 | 8981 | |
| 6 | 2038 | 9.4% |
| 5 | 242 | 1.1% |
| 4 | 29 | 0.1% |
sqft_above
Real number (ℝ)
| Distinct | 946 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1788.3907 |
| Minimum | 290 |
|---|---|
| Maximum | 9410 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 290 |
|---|---|
| 5-th percentile | 850 |
| Q1 | 1190 |
| median | 1560 |
| Q3 | 2210 |
| 95-th percentile | 3400 |
| Maximum | 9410 |
| Range | 9120 |
| Interquartile range (IQR) | 1020 |
Descriptive statistics
| Standard deviation | 828.09098 |
|---|---|
| Coefficient of variation (CV) | 0.46303695 |
| Kurtosis | 3.4023036 |
| Mean | 1788.3907 |
| Median Absolute Deviation (MAD) | 450 |
| Skewness | 1.4466645 |
| Sum | 38652488 |
| Variance | 685734.67 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1300 | 212 | 1.0% |
| 1010 | 210 | 1.0% |
| 1200 | 206 | 1.0% |
| 1220 | 192 | 0.9% |
| 1140 | 184 | 0.9% |
| 1400 | 180 | 0.8% |
| 1060 | 178 | 0.8% |
| 1180 | 177 | 0.8% |
| 1340 | 176 | 0.8% |
| 1250 | 174 | 0.8% |
| Other values (936) | 19724 |
| Value | Count | Frequency (%) |
| 290 | 1 | |
| 370 | 1 | |
| 380 | 1 | |
| 384 | 1 | |
| 390 | 2 | |
| 410 | 1 | |
| 420 | 2 | |
| 430 | 1 | |
| 440 | 1 | |
| 460 | 1 |
| Value | Count | Frequency (%) |
| 9410 | 1 | |
| 8860 | 1 | |
| 8570 | 1 | |
| 8020 | 1 | |
| 7880 | 1 | |
| 7850 | 1 | |
| 7680 | 1 | |
| 7420 | 1 | |
| 7320 | 1 | |
| 6720 | 1 |
sqft_basement
Real number (ℝ)
| Distinct | 306 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 291.50905 |
| Minimum | 0 |
|---|---|
| Maximum | 4820 |
| Zeros | 13126 |
| Zeros (%) | 60.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 560 |
| 95-th percentile | 1190 |
| Maximum | 4820 |
| Range | 4820 |
| Interquartile range (IQR) | 560 |
Descriptive statistics
| Standard deviation | 442.57504 |
|---|---|
| Coefficient of variation (CV) | 1.5182206 |
| Kurtosis | 2.7155742 |
| Mean | 291.50905 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.5779651 |
| Sum | 6300385 |
| Variance | 195872.67 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13126 | |
| 600 | 221 | 1.0% |
| 700 | 218 | 1.0% |
| 500 | 214 | 1.0% |
| 800 | 206 | 1.0% |
| 400 | 184 | 0.9% |
| 1000 | 149 | 0.7% |
| 900 | 144 | 0.7% |
| 300 | 142 | 0.7% |
| 200 | 108 | 0.5% |
| Other values (296) | 6901 |
| Value | Count | Frequency (%) |
| 0 | 13126 | |
| 10 | 2 | < 0.1% |
| 20 | 1 | < 0.1% |
| 40 | 4 | < 0.1% |
| 50 | 11 | 0.1% |
| 60 | 10 | < 0.1% |
| 65 | 1 | < 0.1% |
| 70 | 7 | < 0.1% |
| 80 | 20 | 0.1% |
| 90 | 21 | 0.1% |
| Value | Count | Frequency (%) |
| 4820 | 1 | |
| 4130 | 1 | |
| 3500 | 1 | |
| 3480 | 1 | |
| 3260 | 1 | |
| 3000 | 1 | |
| 2850 | 1 | |
| 2810 | 1 | |
| 2730 | 1 | |
| 2720 | 1 |
yr_built
Real number (ℝ)
| Distinct | 116 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1971.0051 |
| Minimum | 1900 |
|---|---|
| Maximum | 2015 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 1900 |
|---|---|
| 5-th percentile | 1915 |
| Q1 | 1951 |
| median | 1975 |
| Q3 | 1997 |
| 95-th percentile | 2011 |
| Maximum | 2015 |
| Range | 115 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 29.373411 |
|---|---|
| Coefficient of variation (CV) | 0.014902757 |
| Kurtosis | -0.6574075 |
| Mean | 1971.0051 |
| Median Absolute Deviation (MAD) | 23 |
| Skewness | -0.4698054 |
| Sum | 42599334 |
| Variance | 862.79726 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2014 | 559 | 2.6% |
| 2006 | 454 | 2.1% |
| 2005 | 450 | 2.1% |
| 2004 | 433 | 2.0% |
| 2003 | 422 | 2.0% |
| 2007 | 417 | 1.9% |
| 1977 | 417 | 1.9% |
| 1978 | 387 | 1.8% |
| 1968 | 381 | 1.8% |
| 2008 | 367 | 1.7% |
| Other values (106) | 17326 |
| Value | Count | Frequency (%) |
| 1900 | 87 | |
| 1901 | 29 | 0.1% |
| 1902 | 27 | 0.1% |
| 1903 | 46 | |
| 1904 | 45 | |
| 1905 | 74 | |
| 1906 | 92 | |
| 1907 | 65 | |
| 1908 | 86 | |
| 1909 | 94 |
| Value | Count | Frequency (%) |
| 2015 | 38 | 0.2% |
| 2014 | 559 | |
| 2013 | 201 | 0.9% |
| 2012 | 170 | 0.8% |
| 2011 | 130 | 0.6% |
| 2010 | 143 | 0.7% |
| 2009 | 230 | |
| 2008 | 367 | |
| 2007 | 417 | |
| 2006 | 454 |
yr_renovated
Real number (ℝ)
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 84.402258 |
| Minimum | 0 |
|---|---|
| Maximum | 2015 |
| Zeros | 20699 |
| Zeros (%) | 95.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 2015 |
| Range | 2015 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 401.67924 |
|---|---|
| Coefficient of variation (CV) | 4.7591054 |
| Kurtosis | 18.701152 |
| Mean | 84.402258 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.5494934 |
| Sum | 1824186 |
| Variance | 161346.21 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 20699 | |
| 2014 | 91 | 0.4% |
| 2013 | 37 | 0.2% |
| 2003 | 36 | 0.2% |
| 2005 | 35 | 0.2% |
| 2007 | 35 | 0.2% |
| 2000 | 35 | 0.2% |
| 2004 | 26 | 0.1% |
| 1990 | 25 | 0.1% |
| 2006 | 24 | 0.1% |
| Other values (60) | 570 | 2.6% |
| Value | Count | Frequency (%) |
| 0 | 20699 | |
| 1934 | 1 | < 0.1% |
| 1940 | 2 | < 0.1% |
| 1944 | 1 | < 0.1% |
| 1945 | 3 | < 0.1% |
| 1946 | 2 | < 0.1% |
| 1948 | 1 | < 0.1% |
| 1950 | 2 | < 0.1% |
| 1951 | 1 | < 0.1% |
| 1953 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 2015 | 16 | 0.1% |
| 2014 | 91 | |
| 2013 | 37 | |
| 2012 | 11 | 0.1% |
| 2011 | 13 | 0.1% |
| 2010 | 18 | 0.1% |
| 2009 | 22 | 0.1% |
| 2008 | 18 | 0.1% |
| 2007 | 35 | 0.2% |
| 2006 | 24 | 0.1% |
zipcode
Real number (ℝ)
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 98077.94 |
| Minimum | 98001 |
|---|---|
| Maximum | 98199 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 98001 |
|---|---|
| 5-th percentile | 98004 |
| Q1 | 98033 |
| median | 98065 |
| Q3 | 98118 |
| 95-th percentile | 98177 |
| Maximum | 98199 |
| Range | 198 |
| Interquartile range (IQR) | 85 |
Descriptive statistics
| Standard deviation | 53.505026 |
|---|---|
| Coefficient of variation (CV) | 0.00054553579 |
| Kurtosis | -0.85347887 |
| Mean | 98077.94 |
| Median Absolute Deviation (MAD) | 42 |
| Skewness | 0.40566121 |
| Sum | 2.1197585 × 109 |
| Variance | 2862.7878 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 98103 | 602 | 2.8% |
| 98038 | 590 | 2.7% |
| 98115 | 583 | 2.7% |
| 98052 | 574 | 2.7% |
| 98117 | 553 | 2.6% |
| 98042 | 548 | 2.5% |
| 98034 | 545 | 2.5% |
| 98118 | 508 | 2.4% |
| 98023 | 499 | 2.3% |
| 98006 | 498 | 2.3% |
| Other values (60) | 16113 |
| Value | Count | Frequency (%) |
| 98001 | 362 | |
| 98002 | 199 | 0.9% |
| 98003 | 280 | |
| 98004 | 317 | |
| 98005 | 168 | 0.8% |
| 98006 | 498 | |
| 98007 | 141 | 0.7% |
| 98008 | 283 | |
| 98010 | 100 | 0.5% |
| 98011 | 195 | 0.9% |
| Value | Count | Frequency (%) |
| 98199 | 317 | |
| 98198 | 280 | |
| 98188 | 136 | 0.6% |
| 98178 | 262 | |
| 98177 | 255 | |
| 98168 | 269 | |
| 98166 | 254 | |
| 98155 | 446 | |
| 98148 | 57 | 0.3% |
| 98146 | 288 |
lat
Real number (ℝ)
| Distinct | 5034 |
|---|---|
| Distinct (%) | 23.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.560053 |
| Minimum | 47.1559 |
|---|---|
| Maximum | 47.7776 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 47.1559 |
|---|---|
| 5-th percentile | 47.3103 |
| Q1 | 47.471 |
| median | 47.5718 |
| Q3 | 47.678 |
| 95-th percentile | 47.74964 |
| Maximum | 47.7776 |
| Range | 0.6217 |
| Interquartile range (IQR) | 0.207 |
Descriptive statistics
| Standard deviation | 0.13856371 |
|---|---|
| Coefficient of variation (CV) | 0.0029134474 |
| Kurtosis | -0.676313 |
| Mean | 47.560053 |
| Median Absolute Deviation (MAD) | 0.1049 |
| Skewness | -0.48527048 |
| Sum | 1027915.4 |
| Variance | 0.019199902 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 47.6624 | 17 | 0.1% |
| 47.5322 | 17 | 0.1% |
| 47.6846 | 17 | 0.1% |
| 47.5491 | 17 | 0.1% |
| 47.6955 | 16 | 0.1% |
| 47.6886 | 16 | 0.1% |
| 47.6711 | 16 | 0.1% |
| 47.5402 | 15 | 0.1% |
| 47.6842 | 15 | 0.1% |
| 47.6904 | 15 | 0.1% |
| Other values (5024) | 21452 |
| Value | Count | Frequency (%) |
| 47.1559 | 1 | |
| 47.1593 | 1 | |
| 47.1622 | 1 | |
| 47.1647 | 1 | |
| 47.1764 | 1 | |
| 47.1775 | 1 | |
| 47.1776 | 2 | |
| 47.1795 | 1 | |
| 47.1803 | 1 | |
| 47.1808 | 1 |
| Value | Count | Frequency (%) |
| 47.7776 | 3 | |
| 47.7775 | 3 | |
| 47.7774 | 1 | < 0.1% |
| 47.7772 | 3 | |
| 47.7771 | 2 | < 0.1% |
| 47.777 | 2 | < 0.1% |
| 47.7769 | 3 | |
| 47.7768 | 2 | < 0.1% |
| 47.7767 | 6 | |
| 47.7766 | 4 |
long
Real number (ℝ)
| Distinct | 752 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -122.2139 |
| Minimum | -122.519 |
|---|---|
| Maximum | -121.315 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 21613 |
| Negative (%) | 100.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | -122.519 |
|---|---|
| 5-th percentile | -122.387 |
| Q1 | -122.328 |
| median | -122.23 |
| Q3 | -122.125 |
| 95-th percentile | -121.979 |
| Maximum | -121.315 |
| Range | 1.204 |
| Interquartile range (IQR) | 0.203 |
Descriptive statistics
| Standard deviation | 0.14082834 |
|---|---|
| Coefficient of variation (CV) | -0.0011523104 |
| Kurtosis | 1.0495009 |
| Mean | -122.2139 |
| Median Absolute Deviation (MAD) | 0.101 |
| Skewness | 0.88505298 |
| Sum | -2641408.9 |
| Variance | 0.019832622 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -122.29 | 116 | 0.5% |
| -122.3 | 111 | 0.5% |
| -122.362 | 104 | 0.5% |
| -122.291 | 100 | 0.5% |
| -122.363 | 99 | 0.5% |
| -122.372 | 99 | 0.5% |
| -122.288 | 98 | 0.5% |
| -122.357 | 96 | 0.4% |
| -122.284 | 95 | 0.4% |
| -122.365 | 94 | 0.4% |
| Other values (742) | 20601 |
| Value | Count | Frequency (%) |
| -122.519 | 1 | < 0.1% |
| -122.515 | 1 | < 0.1% |
| -122.514 | 1 | < 0.1% |
| -122.512 | 1 | < 0.1% |
| -122.511 | 2 | |
| -122.509 | 2 | |
| -122.507 | 1 | < 0.1% |
| -122.506 | 1 | < 0.1% |
| -122.505 | 3 | |
| -122.504 | 2 |
| Value | Count | Frequency (%) |
| -121.315 | 2 | |
| -121.316 | 1 | |
| -121.319 | 1 | |
| -121.321 | 1 | |
| -121.325 | 1 | |
| -121.352 | 2 | |
| -121.359 | 1 | |
| -121.364 | 2 | |
| -121.402 | 1 | |
| -121.403 | 1 |
sqft_living15
Real number (ℝ)
| Distinct | 777 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1986.5525 |
| Minimum | 399 |
|---|---|
| Maximum | 6210 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 399 |
|---|---|
| 5-th percentile | 1140 |
| Q1 | 1490 |
| median | 1840 |
| Q3 | 2360 |
| 95-th percentile | 3300 |
| Maximum | 6210 |
| Range | 5811 |
| Interquartile range (IQR) | 870 |
Descriptive statistics
| Standard deviation | 685.3913 |
|---|---|
| Coefficient of variation (CV) | 0.34501545 |
| Kurtosis | 1.5970958 |
| Mean | 1986.5525 |
| Median Absolute Deviation (MAD) | 410 |
| Skewness | 1.1081813 |
| Sum | 42935359 |
| Variance | 469761.24 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1540 | 197 | 0.9% |
| 1440 | 195 | 0.9% |
| 1560 | 192 | 0.9% |
| 1500 | 181 | 0.8% |
| 1460 | 169 | 0.8% |
| 1580 | 167 | 0.8% |
| 1610 | 166 | 0.8% |
| 1720 | 166 | 0.8% |
| 1800 | 166 | 0.8% |
| 1620 | 165 | 0.8% |
| Other values (767) | 19849 |
| Value | Count | Frequency (%) |
| 399 | 1 | < 0.1% |
| 460 | 2 | < 0.1% |
| 620 | 2 | < 0.1% |
| 670 | 1 | < 0.1% |
| 690 | 2 | < 0.1% |
| 700 | 2 | < 0.1% |
| 710 | 2 | < 0.1% |
| 720 | 2 | < 0.1% |
| 740 | 8 | |
| 750 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 6210 | 1 | < 0.1% |
| 6110 | 1 | < 0.1% |
| 5790 | 6 | |
| 5610 | 1 | < 0.1% |
| 5600 | 1 | < 0.1% |
| 5500 | 1 | < 0.1% |
| 5380 | 1 | < 0.1% |
| 5340 | 1 | < 0.1% |
| 5330 | 1 | < 0.1% |
| 5220 | 1 | < 0.1% |
sqft_lot15
Real number (ℝ)
| Distinct | 8689 |
|---|---|
| Distinct (%) | 40.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12768.456 |
| Minimum | 651 |
|---|---|
| Maximum | 871200 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.0 KiB |
Quantile statistics
| Minimum | 651 |
|---|---|
| 5-th percentile | 1999.2 |
| Q1 | 5100 |
| median | 7620 |
| Q3 | 10083 |
| 95-th percentile | 37062.8 |
| Maximum | 871200 |
| Range | 870549 |
| Interquartile range (IQR) | 4983 |
Descriptive statistics
| Standard deviation | 27304.18 |
|---|---|
| Coefficient of variation (CV) | 2.1384089 |
| Kurtosis | 150.76311 |
| Mean | 12768.456 |
| Median Absolute Deviation (MAD) | 2505 |
| Skewness | 9.5067432 |
| Sum | 2.7596463 × 108 |
| Variance | 7.4551823 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5000 | 427 | 2.0% |
| 4000 | 357 | 1.7% |
| 6000 | 289 | 1.3% |
| 7200 | 211 | 1.0% |
| 4800 | 145 | 0.7% |
| 7500 | 142 | 0.7% |
| 8400 | 116 | 0.5% |
| 3600 | 111 | 0.5% |
| 4500 | 111 | 0.5% |
| 5100 | 109 | 0.5% |
| Other values (8679) | 19595 |
| Value | Count | Frequency (%) |
| 651 | 1 | < 0.1% |
| 659 | 1 | < 0.1% |
| 660 | 1 | < 0.1% |
| 748 | 2 | |
| 750 | 4 | |
| 755 | 1 | < 0.1% |
| 757 | 1 | < 0.1% |
| 758 | 1 | < 0.1% |
| 788 | 1 | < 0.1% |
| 794 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 871200 | 1 | |
| 858132 | 1 | |
| 560617 | 1 | |
| 438213 | 1 | |
| 434728 | 1 | |
| 425581 | 1 | |
| 422967 | 1 | |
| 411962 | 1 | |
| 392040 | 2 | |
| 386812 | 1 |
| id | price | bedrooms | bathrooms | sqft_living | sqft_lot | floors | grade | sqft_above | sqft_basement | yr_built | yr_renovated | zipcode | lat | long | sqft_living15 | sqft_lot15 | waterfront | view | condition | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | 1.000 | 0.004 | 0.006 | 0.015 | 0.002 | -0.117 | 0.019 | 0.020 | 0.004 | 0.001 | 0.027 | -0.017 | -0.005 | -0.004 | 0.007 | -0.000 | -0.115 | 0.006 | 0.029 | 0.030 |
| price | 0.004 | 1.000 | 0.345 | 0.497 | 0.644 | 0.075 | 0.322 | 0.658 | 0.542 | 0.252 | 0.102 | 0.102 | -0.009 | 0.456 | 0.064 | 0.572 | 0.063 | 0.320 | 0.208 | 0.023 |
| bedrooms | 0.006 | 0.345 | 1.000 | 0.521 | 0.647 | 0.217 | 0.228 | 0.381 | 0.540 | 0.230 | 0.180 | 0.017 | -0.167 | -0.021 | 0.191 | 0.444 | 0.202 | 0.000 | 0.038 | 0.024 |
| bathrooms | 0.015 | 0.497 | 0.521 | 1.000 | 0.746 | 0.069 | 0.547 | 0.658 | 0.691 | 0.192 | 0.567 | 0.043 | -0.205 | 0.008 | 0.262 | 0.570 | 0.063 | 0.102 | 0.114 | 0.130 |
| sqft_living | 0.002 | 0.644 | 0.647 | 0.746 | 1.000 | 0.304 | 0.401 | 0.716 | 0.844 | 0.328 | 0.352 | 0.053 | -0.207 | 0.031 | 0.285 | 0.747 | 0.284 | 0.140 | 0.149 | 0.060 |
| sqft_lot | -0.117 | 0.075 | 0.217 | 0.069 | 0.304 | 1.000 | -0.234 | 0.152 | 0.272 | 0.037 | -0.038 | 0.009 | -0.319 | -0.122 | 0.371 | 0.360 | 0.922 | 0.014 | 0.040 | 0.039 |
| floors | 0.019 | 0.322 | 0.228 | 0.547 | 0.401 | -0.234 | 1.000 | 0.502 | 0.599 | -0.272 | 0.552 | 0.013 | -0.061 | 0.025 | 0.149 | 0.305 | -0.231 | 0.022 | 0.024 | 0.179 |
| grade | 0.020 | 0.658 | 0.381 | 0.658 | 0.716 | 0.152 | 0.502 | 1.000 | 0.712 | 0.093 | 0.501 | 0.016 | -0.182 | 0.104 | 0.223 | 0.663 | 0.156 | 0.118 | 0.143 | 0.154 |
| sqft_above | 0.004 | 0.542 | 0.540 | 0.691 | 0.844 | 0.272 | 0.599 | 0.712 | 1.000 | -0.166 | 0.472 | 0.031 | -0.279 | -0.026 | 0.385 | 0.697 | 0.254 | 0.083 | 0.089 | 0.107 |
| sqft_basement | 0.001 | 0.252 | 0.230 | 0.192 | 0.328 | 0.037 | -0.272 | 0.093 | -0.166 | 1.000 | -0.178 | 0.063 | 0.115 | 0.116 | -0.200 | 0.130 | 0.031 | 0.134 | 0.159 | 0.094 |
| yr_built | 0.027 | 0.102 | 0.180 | 0.567 | 0.352 | -0.038 | 0.552 | 0.501 | 0.472 | -0.178 | 1.000 | -0.215 | -0.317 | -0.126 | 0.413 | 0.336 | -0.016 | 0.032 | 0.041 | 0.248 |
| yr_renovated | -0.017 | 0.102 | 0.017 | 0.043 | 0.053 | 0.009 | 0.013 | 0.016 | 0.031 | 0.063 | -0.215 | 1.000 | 0.062 | 0.025 | -0.075 | -0.006 | 0.009 | 0.092 | 0.109 | 0.067 |
| zipcode | -0.005 | -0.009 | -0.167 | -0.205 | -0.207 | -0.319 | -0.061 | -0.182 | -0.279 | 0.115 | -0.317 | 0.062 | 1.000 | 0.250 | -0.577 | -0.287 | -0.326 | 0.079 | 0.074 | 0.074 |
| lat | -0.004 | 0.456 | -0.021 | 0.008 | 0.031 | -0.122 | 0.025 | 0.104 | -0.026 | 0.116 | -0.126 | 0.025 | 0.250 | 1.000 | -0.143 | 0.028 | -0.117 | 0.034 | 0.068 | 0.058 |
| long | 0.007 | 0.064 | 0.191 | 0.262 | 0.285 | 0.371 | 0.149 | 0.223 | 0.385 | -0.200 | 0.413 | -0.075 | -0.577 | -0.143 | 1.000 | 0.380 | 0.373 | 0.096 | 0.085 | 0.081 |
| sqft_living15 | -0.000 | 0.572 | 0.444 | 0.570 | 0.747 | 0.360 | 0.305 | 0.663 | 0.697 | 0.130 | 0.336 | -0.006 | -0.287 | 0.028 | 0.380 | 1.000 | 0.366 | 0.089 | 0.147 | 0.062 |
| sqft_lot15 | -0.115 | 0.063 | 0.202 | 0.063 | 0.284 | 0.922 | -0.231 | 0.156 | 0.254 | 0.031 | -0.016 | 0.009 | -0.326 | -0.117 | 0.373 | 0.366 | 1.000 | 0.000 | 0.035 | 0.013 |
| waterfront | 0.006 | 0.320 | 0.000 | 0.102 | 0.140 | 0.014 | 0.022 | 0.118 | 0.083 | 0.134 | 0.032 | 0.092 | 0.079 | 0.034 | 0.096 | 0.089 | 0.000 | 1.000 | 0.592 | 0.017 |
| view | 0.029 | 0.208 | 0.038 | 0.114 | 0.149 | 0.040 | 0.024 | 0.143 | 0.089 | 0.159 | 0.041 | 0.109 | 0.074 | 0.068 | 0.085 | 0.147 | 0.035 | 0.592 | 1.000 | 0.025 |
| condition | 0.030 | 0.023 | 0.024 | 0.130 | 0.060 | 0.039 | 0.179 | 0.154 | 0.107 | 0.094 | 0.248 | 0.067 | 0.074 | 0.058 | 0.081 | 0.062 | 0.013 | 0.017 | 0.025 | 1.000 |
| id | date | price | bedrooms | bathrooms | sqft_living | sqft_lot | floors | waterfront | view | condition | grade | sqft_above | sqft_basement | yr_built | yr_renovated | zipcode | lat | long | sqft_living15 | sqft_lot15 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 7129300520 | 20141013T000000 | 221900.0 | 3 | 1.00 | 1180 | 5650 | 1.0 | 0 | 0 | 3 | 7 | 1180 | 0 | 1955 | 0 | 98178 | 47.5112 | -122.257 | 1340 | 5650 |
| 1 | 6414100192 | 20141209T000000 | 538000.0 | 3 | 2.25 | 2570 | 7242 | 2.0 | 0 | 0 | 3 | 7 | 2170 | 400 | 1951 | 1991 | 98125 | 47.7210 | -122.319 | 1690 | 7639 |
| 2 | 5631500400 | 20150225T000000 | 180000.0 | 2 | 1.00 | 770 | 10000 | 1.0 | 0 | 0 | 3 | 6 | 770 | 0 | 1933 | 0 | 98028 | 47.7379 | -122.233 | 2720 | 8062 |
| 3 | 2487200875 | 20141209T000000 | 604000.0 | 4 | 3.00 | 1960 | 5000 | 1.0 | 0 | 0 | 5 | 7 | 1050 | 910 | 1965 | 0 | 98136 | 47.5208 | -122.393 | 1360 | 5000 |
| 4 | 1954400510 | 20150218T000000 | 510000.0 | 3 | 2.00 | 1680 | 8080 | 1.0 | 0 | 0 | 3 | 8 | 1680 | 0 | 1987 | 0 | 98074 | 47.6168 | -122.045 | 1800 | 7503 |
| 5 | 7237550310 | 20140512T000000 | 1225000.0 | 4 | 4.50 | 5420 | 101930 | 1.0 | 0 | 0 | 3 | 11 | 3890 | 1530 | 2001 | 0 | 98053 | 47.6561 | -122.005 | 4760 | 101930 |
| 6 | 1321400060 | 20140627T000000 | 257500.0 | 3 | 2.25 | 1715 | 6819 | 2.0 | 0 | 0 | 3 | 7 | 1715 | 0 | 1995 | 0 | 98003 | 47.3097 | -122.327 | 2238 | 6819 |
| 7 | 2008000270 | 20150115T000000 | 291850.0 | 3 | 1.50 | 1060 | 9711 | 1.0 | 0 | 0 | 3 | 7 | 1060 | 0 | 1963 | 0 | 98198 | 47.4095 | -122.315 | 1650 | 9711 |
| 8 | 2414600126 | 20150415T000000 | 229500.0 | 3 | 1.00 | 1780 | 7470 | 1.0 | 0 | 0 | 3 | 7 | 1050 | 730 | 1960 | 0 | 98146 | 47.5123 | -122.337 | 1780 | 8113 |
| 9 | 3793500160 | 20150312T000000 | 323000.0 | 3 | 2.50 | 1890 | 6560 | 2.0 | 0 | 0 | 3 | 7 | 1890 | 0 | 2003 | 0 | 98038 | 47.3684 | -122.031 | 2390 | 7570 |
| id | date | price | bedrooms | bathrooms | sqft_living | sqft_lot | floors | waterfront | view | condition | grade | sqft_above | sqft_basement | yr_built | yr_renovated | zipcode | lat | long | sqft_living15 | sqft_lot15 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21603 | 7852140040 | 20140825T000000 | 507250.0 | 3 | 2.50 | 2270 | 5536 | 2.0 | 0 | 0 | 3 | 8 | 2270 | 0 | 2003 | 0 | 98065 | 47.5389 | -121.881 | 2270 | 5731 |
| 21604 | 9834201367 | 20150126T000000 | 429000.0 | 3 | 2.00 | 1490 | 1126 | 3.0 | 0 | 0 | 3 | 8 | 1490 | 0 | 2014 | 0 | 98144 | 47.5699 | -122.288 | 1400 | 1230 |
| 21605 | 3448900210 | 20141014T000000 | 610685.0 | 4 | 2.50 | 2520 | 6023 | 2.0 | 0 | 0 | 3 | 9 | 2520 | 0 | 2014 | 0 | 98056 | 47.5137 | -122.167 | 2520 | 6023 |
| 21606 | 7936000429 | 20150326T000000 | 1007500.0 | 4 | 3.50 | 3510 | 7200 | 2.0 | 0 | 0 | 3 | 9 | 2600 | 910 | 2009 | 0 | 98136 | 47.5537 | -122.398 | 2050 | 6200 |
| 21607 | 2997800021 | 20150219T000000 | 475000.0 | 3 | 2.50 | 1310 | 1294 | 2.0 | 0 | 0 | 3 | 8 | 1180 | 130 | 2008 | 0 | 98116 | 47.5773 | -122.409 | 1330 | 1265 |
| 21608 | 263000018 | 20140521T000000 | 360000.0 | 3 | 2.50 | 1530 | 1131 | 3.0 | 0 | 0 | 3 | 8 | 1530 | 0 | 2009 | 0 | 98103 | 47.6993 | -122.346 | 1530 | 1509 |
| 21609 | 6600060120 | 20150223T000000 | 400000.0 | 4 | 2.50 | 2310 | 5813 | 2.0 | 0 | 0 | 3 | 8 | 2310 | 0 | 2014 | 0 | 98146 | 47.5107 | -122.362 | 1830 | 7200 |
| 21610 | 1523300141 | 20140623T000000 | 402101.0 | 2 | 0.75 | 1020 | 1350 | 2.0 | 0 | 0 | 3 | 7 | 1020 | 0 | 2009 | 0 | 98144 | 47.5944 | -122.299 | 1020 | 2007 |
| 21611 | 291310100 | 20150116T000000 | 400000.0 | 3 | 2.50 | 1600 | 2388 | 2.0 | 0 | 0 | 3 | 8 | 1600 | 0 | 2004 | 0 | 98027 | 47.5345 | -122.069 | 1410 | 1287 |
| 21612 | 1523300157 | 20141015T000000 | 325000.0 | 2 | 0.75 | 1020 | 1076 | 2.0 | 0 | 0 | 3 | 7 | 1020 | 0 | 2008 | 0 | 98144 | 47.5941 | -122.299 | 1020 | 1357 |